[MATH-851] Added method MathArrays.convolve, thanks to Clemens Novak for the patch.
git-svn-id: https://svn.apache.org/repos/asf/commons/proper/math/trunk@1486982 13f79535-47bb-0310-9956-ffa450edef68
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@ -51,6 +51,10 @@ If the output is not quite correct, check for invisible trailing spaces!
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</properties>
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<body>
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<release version="x.y" date="TBD" description="TBD">
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<action dev="tn" type="add" issue="MATH-851" due-to="Clemens Novak">
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Added method "MathArrays#convolve(double[], double[])" to compute the
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discrete, linear convolution of two sequences.
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</action>
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<action dev="tn" type="add" issue="MATH-977">
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Added low-discrepancy random generator "HaltonSequenceGenerator".
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</action>
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@ -29,6 +29,7 @@ import org.apache.commons.math3.exception.DimensionMismatchException;
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import org.apache.commons.math3.exception.MathArithmeticException;
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import org.apache.commons.math3.exception.MathIllegalArgumentException;
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import org.apache.commons.math3.exception.MathInternalError;
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import org.apache.commons.math3.exception.NoDataException;
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import org.apache.commons.math3.exception.NonMonotonicSequenceException;
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import org.apache.commons.math3.exception.NotPositiveException;
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import org.apache.commons.math3.exception.NotStrictlyPositiveException;
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@ -1352,4 +1353,51 @@ public class MathArrays {
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return array;
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}
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/**
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* Calculates the convolution between two sequences.
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* <p>
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* The solution is obtained via straightforward computation of the convolution sum (and not via FFT; for longer sequences,
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* the performance of this method might be inferior to an FFT-based implementation).
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*
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* @param x the first sequence (double array of length {@code N}); the sequence is assumed to be zero elsewhere
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* (i.e. {x[i]}=0 for i<0 and i>={@code N}). Typically, this sequence will represent an input signal to a system.
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* @param h the second sequence (double array of length {@code M}); the sequence is assumed to be zero elsewhere
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* (i.e. {h[i]}=0 for i<0 and i>={@code M}). Typically, this sequence will represent the impulse response of the system.
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* @return the convolution of {@code x} and {@code h} (double array of length {@code N} + {@code M} -1)
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* @throws NullArgumentException if either {@code x} or {@code h} is null
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* @throws NoDataException if either {@code x} or {@code h} is empty
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*
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* @see <a href="http://en.wikipedia.org/wiki/Convolution">Convolution (Wikipedia)</a>
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* @since 4.0
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*/
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public static double[] convolve(double[] x, double[] h) throws NullArgumentException, NoDataException {
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MathUtils.checkNotNull(x);
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MathUtils.checkNotNull(h);
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final int N = x.length;
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final int M = h.length;
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if (N == 0 || M == 0) {
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throw new NoDataException();
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}
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// initialize the output array
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final int totalLength = N + M - 1;
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final double[] y = new double[totalLength];
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// straightforward implementation of the convolution sum
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for (int n = 0; n < totalLength; n++) {
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double yn = 0;
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for (int k = 0; k < M; k++) {
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final int j = n - k;
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if ((j > -1) && (j < N) ) {
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yn = yn + x[j] * h[k];
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}
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}
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y[n] = yn;
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}
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return y;
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}
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}
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@ -13,12 +13,15 @@
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*/
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package org.apache.commons.math3.util;
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import static org.junit.Assert.fail;
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import java.util.Arrays;
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import org.apache.commons.math3.TestUtils;
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import org.apache.commons.math3.exception.DimensionMismatchException;
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import org.apache.commons.math3.exception.MathArithmeticException;
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import org.apache.commons.math3.exception.MathIllegalArgumentException;
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import org.apache.commons.math3.exception.NoDataException;
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import org.apache.commons.math3.exception.NonMonotonicSequenceException;
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import org.apache.commons.math3.exception.NotPositiveException;
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import org.apache.commons.math3.exception.NotStrictlyPositiveException;
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@ -833,4 +836,62 @@ public class MathArraysTest {
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Assert.fail("expecting MathIllegalArgumentException");
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} catch (MathIllegalArgumentException ex) {}
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}
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@Test
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public void testConvolve() {
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/* Test Case (obtained via SciPy)
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* x=[1.2,-1.8,1.4]
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* h=[1,0.8,0.5,0.3]
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* convolve(x,h) -> array([ 1.2 , -0.84, 0.56, 0.58, 0.16, 0.42])
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*/
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double[] x1 = { 1.2, -1.8, 1.4 };
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double[] h1 = { 1, 0.8, 0.5, 0.3 };
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double[] y1 = { 1.2, -0.84, 0.56, 0.58, 0.16, 0.42 };
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double tolerance = 1e-13;
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double[] yActual = MathArrays.convolve(x1, h1);
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Assert.assertArrayEquals(y1, yActual, tolerance);
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double[] x2 = { 1, 2, 3 };
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double[] h2 = { 0, 1, 0.5 };
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double[] y2 = { 0, 1, 2.5, 4, 1.5 };
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yActual = MathArrays.convolve(x2, h2);
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Assert.assertArrayEquals(y2, yActual, tolerance);
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try {
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MathArrays.convolve(new double[]{1, 2}, null);
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fail("an exception should have been thrown");
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} catch (NullArgumentException e) {
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// expected behavior
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}
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try {
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MathArrays.convolve(null, new double[]{1, 2});
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fail("an exception should have been thrown");
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} catch (NullArgumentException e) {
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// expected behavior
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}
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try {
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MathArrays.convolve(new double[]{1, 2}, new double[]{});
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fail("an exception should have been thrown");
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} catch (NoDataException e) {
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// expected behavior
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}
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try {
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MathArrays.convolve(new double[]{}, new double[]{1, 2});
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fail("an exception should have been thrown");
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} catch (NoDataException e) {
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// expected behavior
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}
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try {
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MathArrays.convolve(new double[]{}, new double[]{});
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fail("an exception should have been thrown");
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} catch (NoDataException e) {
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// expected behavior
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}
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}
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}
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